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Ailawadhi S, Romanus D, Shah S, Fraeman K, Saragoussi D, Buus RM, Nguyen B, Cherepanov D, Lamerato L, Berger A. Development and validation of algorithms for identifying lines of therapy in multiple myeloma using real-world data. Future Oncol 2024. [PMID: 38231002 DOI: 10.2217/fon-2023-0696] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/18/2024] Open
Abstract
Aim: To validate algorithms based on electronic health data to identify composition of lines of therapy (LOT) in multiple myeloma (MM). Materials & methods: This study used available electronic health data for selected adults within Henry Ford Health (Michigan, USA) newly diagnosed with MM in 2006-2017. Algorithm performance in this population was verified via chart review. As with prior oncology studies, good performance was defined as positive predictive value (PPV) ≥75%. Results: Accuracy for identifying LOT1 (N = 133) was 85.0%. For the most frequent regimens, accuracy was 92.5-97.7%, PPV 80.6-93.8%, sensitivity 88.2-89.3% and specificity 94.3-99.1%. Algorithm performance decreased in subsequent LOTs, with decreasing sample sizes. Only 19.5% of patients received maintenance therapy during LOT1. Accuracy for identifying maintenance therapy was 85.7%; PPV for the most common maintenance therapy was 73.3%. Conclusion: Algorithms performed well in identifying LOT1 - especially more commonly used regimens - and slightly less well in identifying maintenance therapy therein.
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Affiliation(s)
- Sikander Ailawadhi
- Division of Hematology/Oncology, Department of Medicine, Mayo Clinic, Jacksonville, FL 32224, USA
| | - Dorothy Romanus
- Global Evidence & Outcomes, Takeda Development Center Americas, Inc. (TDCA), Lexington, MA 02421, USA
| | - Surbhi Shah
- Real-World Evidence, Evidera/PPD (part of Thermo fisher Scientific), Bethesda, MD 20814, USA
| | - Kathy Fraeman
- Real-World Evidence, Evidera/PPD (part of Thermo fisher Scientific), Bethesda, MD 20814, USA
| | - Delphine Saragoussi
- Real-World Evidence, Evidera/PPD (part of Thermo fisher Scientific), London, W6 8BJ, UK
| | - Rebecca Morris Buus
- Epidemiology and Scientific Affairs, Clinical Development Services Division, Evidera/PPD (part of Thermo Fisher Scientific), Bethesda, MD 20814, USA
| | - Binh Nguyen
- Medical Science and Strategy, Oncology, PPD (part of Thermo Fisher Scientific), Bethesda, MD 20814, USA
| | - Dasha Cherepanov
- Global Evidence & Outcomes, Takeda Development Center Americas, Inc. (TDCA), Lexington, MA 02421, USA
| | | | - Ariel Berger
- Real-World Evidence, Evidera/PPD (part of Thermo fisher Scientific), Bethesda, MD 20814, USA
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O'Sullivan DE, Boyne DJ, Gogna P, Brenner DR, Cheung WY. Understanding Real-World Treatment Patterns and Clinical Outcomes among Metastatic Melanoma Patients in Alberta, Canada. Curr Oncol 2023; 30:4166-4176. [PMID: 37185430 PMCID: PMC10136717 DOI: 10.3390/curroncol30040317] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2023] [Revised: 03/24/2023] [Accepted: 04/04/2023] [Indexed: 05/17/2023] Open
Abstract
Immunotherapy and targeted therapies have been shown to considerably improve long-term survival outcomes in metastatic melanoma patients. Real-world evidence on the uptake of novel therapies and outcomes for this patient population in Canada are limited. We conducted a population-based retrospective cohort study of all metastatic melanoma patients diagnosed in Alberta, Canada (2015-2018) using electronic medical records and administrative data. Information on BRAF testing for patients diagnosed in 2017 or 2018 was obtained through chart abstraction. In total, 434 metastatic melanoma patients were included, of which 110 (25.3%) were de novo metastatic cases. The median age at diagnosis was 66 years (IQR: 57-76) and 70.0% were men. BRAF testing was completed for the majority of patients (88.7%). Among all patients, 60.4%, 19.1%, and 6.0% initiated first-line, second-line, and third-line systemic therapy. The most common therapies were anti-PD-1 and targeted therapies. The two-year survival probability from first-line therapy, second-line therapy, and third-line therapy was 0.50 (95% CI: 0.44-0.57), 0.26 (95% CI: 0.17-0.40), and 0.14 (95% CI: 0.40-0.46), respectively. In the first-line setting, survival was highest for patients that received ipilimumab or ipilimumab plus nivolumab, while targeted therapy had the highest survival in the second-line setting. This study indicates that novel therapies improve survival in the real world but a considerable proportion of patients do not receive treatment with systemic therapy.
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Affiliation(s)
- Dylan E O'Sullivan
- Department of Cancer Epidemiology and Prevention Research, Alberta Health Services, Calgary, AB T2S 3C3, Canada
- Department of Oncology, University of Calgary, Calgary, AB T2N 4N2, Canada
- Department of Community Health Sciences, University of Calgary, Calgary, AB T2N 4N2, Canada
- Oncology Outcomes Initiative, University of Calgary, Calgary, AB T2N 4N2, Canada
| | - Devon J Boyne
- Department of Oncology, University of Calgary, Calgary, AB T2N 4N2, Canada
- Department of Community Health Sciences, University of Calgary, Calgary, AB T2N 4N2, Canada
- Oncology Outcomes Initiative, University of Calgary, Calgary, AB T2N 4N2, Canada
| | - Priyanka Gogna
- Department of Public Health Sciences, Queen's University, Kingston, ON K7L 3N6, Canada
| | - Darren R Brenner
- Department of Oncology, University of Calgary, Calgary, AB T2N 4N2, Canada
- Department of Community Health Sciences, University of Calgary, Calgary, AB T2N 4N2, Canada
- Oncology Outcomes Initiative, University of Calgary, Calgary, AB T2N 4N2, Canada
| | - Winson Y Cheung
- Department of Oncology, University of Calgary, Calgary, AB T2N 4N2, Canada
- Department of Community Health Sciences, University of Calgary, Calgary, AB T2N 4N2, Canada
- Oncology Outcomes Initiative, University of Calgary, Calgary, AB T2N 4N2, Canada
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Velcheti V, Hu X, Li Y, El-Osta H, Pietanza MC, Burke T. Real-World Time on Treatment with First-Line Pembrolizumab Monotherapy for Advanced NSCLC with PD-L1 Expression ≥ 50%: 3-Year Follow-Up Data. Cancers (Basel) 2022; 14:1041. [PMID: 35205788 DOI: 10.3390/cancers14041041] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2022] [Revised: 02/07/2022] [Accepted: 02/15/2022] [Indexed: 02/03/2023] Open
Abstract
Simple Summary Lung cancer is the leading cause of cancer-related death in the United States (US), and real-world studies are needed to understand effectiveness of cancer therapies for patients treated outside of cancer clinical trials. Pembrolizumab, an immunotherapy agent that aids the body’s immune system in fighting cancer, is administered for up to 2 years when treating advanced non-small cell lung cancer (NSCLC). We evaluated the real-world time on treatment (rwToT), a surrogate indicator that has been associated with survival in NSCLC studies, for over 1000 patients with advanced NSCLC treated initially with pembrolizumab at US oncology clinics. The median rwToT for patients with good performance status (similar to those in clinical trials) was 7.4 months, consistent with the median treatment duration in the KEYNOTE-024 trial (7.9 months). Our findings suggest long-term benefit of first-line pembrolizumab for patients with advanced NSCLC and good performance status at the start of therapy who are treated in real-world settings. Abstract Our aim was to evaluate real-world time on treatment (rwToT), overall and by KRAS mutation status, with first-line pembrolizumab monotherapy for advanced non-small cell lung cancer (NSCLC) in real-world oncology practice in the US. rwToT is a readily available, intermediate-range endpoint that is moderately to highly correlated with overall survival in clinical trials and real-world data. Using deidentified electronic medical record data, we studied patients with ECOG performance status (PS) of 0–2 who initiated pembrolizumab (1 November 2016 to 31 March 2020) for advanced NSCLC with programmed death-ligand 1 (PD-L1) expression ≥ 50% and without EGFR/ALK/ROS1 genomic alterations. The data cutoff was 31 March 2021, and the median study follow-up was 34 months. The Kaplan–Meier median rwToT with first-line pembrolizumab monotherapy was 7.4 months (95% CI, 6.3–8.1) for 807 patients with PS 0–1, which was consistent with the median treatment duration in the KEYNOTE-024 trial (7.9 months). The median rwToT for 237 patients with PS 2 was 2.1 months (95% CI, 1.4–2.8). For those with KRAS-mutated and KRAS wild-type nonsquamous NSCLC and PS 0–1, the median rwToT was 7.6 months and 7.0 months, respectively. Our findings suggest long-term benefit of first-line pembrolizumab monotherapy for advanced NSCLC with PD-L1 expression ≥ 50% in real-world settings in the US, particularly for patients with good performance status at the start of therapy, irrespective of KRAS status.
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O’Sullivan DE, Cheung WY, Syed IA, Moldaver D, Shanahan MK, Bebb DG, Sit C, Brenner DR, Boyne DJ. Real-World Treatment Patterns, Clinical Outcomes, and Health Care Resource Utilization in Extensive-Stage Small Cell Lung Cancer in Canada. ACTA ACUST UNITED AC 2021; 28:3091-3103. [PMID: 34436036 PMCID: PMC8395392 DOI: 10.3390/curroncol28040270] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2021] [Revised: 08/04/2021] [Accepted: 08/09/2021] [Indexed: 01/22/2023]
Abstract
The prognosis for extensive-stage small cell lung cancer (ES-SCLC) is poor. Real-world evidence can highlight the unmet clinical need within this population. We conducted a population-based cohort study of ES-SCLC patients diagnosed in a large Canadian province (2010-2018) using electronic medical records and administrative claims data. In all, 1941 ES-SCLC patients were included, of which 476 (25%) were recurrent cases. Median age at diagnosis was 70 years (range: 39-94) and 50.2% were men. Of the 1941 ES-SCLC patients, 29.5% received chemotherapy and radiotherapy, 17.0% chemotherapy alone, 8.7% radiotherapy alone, and 44.8% received best supportive care. Chemotherapy was initiated by 46.5%, 8.5%, and 1.4% of first-, second-, and third-line patients, with lower uptake for recurrent cases. Median survival from first-, second-, and third-line chemotherapy was 7.82 months (95% CI: 7.50-8.22), 5.72 months (95% CI: 4.90-6.87), and 3.83 months (95% CI: 2.99-4.60). Among patients who received first-line therapy, the 2-year and 5-year survival was 7.3% (95% CI: 5.7-9.2) and 2.9% (95% CI: 1.8-4.5). In conclusion, initiation of first-line treatment in ES-SCLC was low with significant attrition in subsequent lines. These results underscore the need for effective front-line treatments and highlight the potential for novel therapies to improve patient outcomes.
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Affiliation(s)
- Dylan E. O’Sullivan
- Department of Oncology, University of Calgary, Calgary, AB T2N 4N2, Canada; (W.Y.C.); (D.G.B.); (D.R.B.); (D.J.B.)
- Department of Community Health Sciences, University of Calgary, Calgary, AB T2N 4N2, Canada
- Oncology Outcomes Initiative, University of Calgary, Calgary, AB T2N 4N2, Canada
- Correspondence: ; Tel.: +(403)-220-6630
| | - Winson Y. Cheung
- Department of Oncology, University of Calgary, Calgary, AB T2N 4N2, Canada; (W.Y.C.); (D.G.B.); (D.R.B.); (D.J.B.)
- Department of Community Health Sciences, University of Calgary, Calgary, AB T2N 4N2, Canada
- Oncology Outcomes Initiative, University of Calgary, Calgary, AB T2N 4N2, Canada
| | - Iqra A. Syed
- AstraZeneca Canada, Mississauga, ON L4Y 1M4, Canada; (I.A.S.); (D.M.); (M.K.S.)
| | - Daniel Moldaver
- AstraZeneca Canada, Mississauga, ON L4Y 1M4, Canada; (I.A.S.); (D.M.); (M.K.S.)
| | - Mary Kate Shanahan
- AstraZeneca Canada, Mississauga, ON L4Y 1M4, Canada; (I.A.S.); (D.M.); (M.K.S.)
| | - D. Gwyn Bebb
- Department of Oncology, University of Calgary, Calgary, AB T2N 4N2, Canada; (W.Y.C.); (D.G.B.); (D.R.B.); (D.J.B.)
| | | | - Darren R. Brenner
- Department of Oncology, University of Calgary, Calgary, AB T2N 4N2, Canada; (W.Y.C.); (D.G.B.); (D.R.B.); (D.J.B.)
- Department of Community Health Sciences, University of Calgary, Calgary, AB T2N 4N2, Canada
- Oncology Outcomes Initiative, University of Calgary, Calgary, AB T2N 4N2, Canada
| | - Devon J. Boyne
- Department of Oncology, University of Calgary, Calgary, AB T2N 4N2, Canada; (W.Y.C.); (D.G.B.); (D.R.B.); (D.J.B.)
- Department of Community Health Sciences, University of Calgary, Calgary, AB T2N 4N2, Canada
- Oncology Outcomes Initiative, University of Calgary, Calgary, AB T2N 4N2, Canada
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